(Q36203499)

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

title

Risk estimation and risk prediction using machine-learning methods (English)

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

0 references

1

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

Andreas Ziegler

series ordinal

2

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

Inke R. König

series ordinal

3

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

author name string

Jochen Kruppa

series ordinal

1

1 reference

12 August 2017

3 July 2012

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

volume

131

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

issue

10

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

page(s)

1639-1654

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

describes a project that uses

6 February 2020

1 reference

https://scigraph.springernature.com/pub.10.1007/s00439-012-1194-y

0 references

cites work

Personalized medicine using DNA biomarkers: a review

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Identifying representative trees from ensembles.

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Probability machines: consistent probability estimation using nonparametric learning machines

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

High-dimensional pharmacogenetic prediction of a continuous trait using machine learning techniques with application to warfarin dose prediction in African Americans

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Methods for identifying SNP interactions: a review on variations of Logic Regression, Random Forest and Bayesian logistic regression

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

The choice of null distributions for detecting gene-gene interactions in genome-wide association studies

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Ranking causal variants and associated regions in genome-wide association studies by the support vector machine and random forest

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Detecting, characterizing, and interpreting nonlinear gene-gene interactions using multifactor dimensionality reduction

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Genetic variants and their interactions in the prediction of increased pre-clinical carotid atherosclerosis: the cardiovascular risk in young Finns study

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Molecular reclassification of Crohn's disease by cluster analysis of genetic variants

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Risk prediction using genome-wide association studies

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Improved Prediction of Cardiovascular Disease Based on a Panel of Single Nucleotide Polymorphisms Identified Through Genome-Wide Association Studies

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Evaluating diagnostic accuracy of genetic profiles in affected offspring families

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Identifying genetic interactions in genome-wide data using Bayesian networks

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

An application of Random Forests to a genome-wide association dataset: methodological considerations & new findings

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

On safari to Random Jungle: a fast implementation of Random Forests for high-dimensional data

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

The behaviour of random forest permutation-based variable importance measures under predictor correlation

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Application of gene network analysis techniques identifies AXIN1/PDIA2 and endoglin haplotypes associated with bicuspid aortic valve

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Multifactor dimensionality reduction for graphics processing units enables genome-wide testing of epistasis in sporadic ALS.

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Classification tree for detection of single-nucleotide polymorphism (SNP)-by-SNP interactions related to heart disease: Framingham Heart Study

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Detecting significant single-nucleotide polymorphisms in a rheumatoid arthritis study using random forests.

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Evaluation of single-nucleotide polymorphism imputation using random forests

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Predictive modeling in case-control single-nucleotide polymorphism studies in the presence of population stratification: a case study using Genetic Analysis Workshop 16 Problem 1 dataset

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

ACPA: automated cluster plot analysis of genotype data

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Data for Genetic Analysis Workshop 16 Problem 1, association analysis of rheumatoid arthritis data

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Genome-wide association studies: quality control and population-based measures

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Population stratification and patterns of linkage disequilibrium

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

From disease association to risk assessment: an optimistic view from genome-wide association studies on type 1 diabetes.

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Harnessing the information contained within genome-wide association studies to improve individual prediction of complex disease risk

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Patient-centered yes/no prognosis using learning machines

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

A fast algorithm for genome-wide haplotype pattern mining

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

A random forest approach to the detection of epistatic interactions in case-control studies

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

MegaSNPHunter: a learning approach to detect disease predisposition SNPs and high level interactions in genome wide association study

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Overview of artificial neural networks

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Genome-based prediction of common diseases: advances and prospects

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

The Evaluation of Genomic Applications in Practice and Prevention (EGAPP) Initiative: methods of the EGAPP Working Group

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Discriminatory accuracy from single-nucleotide polymorphisms in models to predict breast cancer risk

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

A modified T-test feature selection method and its application on the HapMap genotype data

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Integrating the predictiveness of a marker with its performance as a classifier

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

PLINK: a tool set for whole-genome association and population-based linkage analyses

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Integrating domain knowledge with statistical and data mining methods for high-density genomic SNP disease association analysis

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Use and misuse of the receiver operating characteristic curve in risk prediction

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

What is a support vector machine?

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Choosing SNPs using feature selection.

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Prediction error estimation: a comparison of resampling methods

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Limitations of the odds ratio in gauging the performance of a diagnostic, prognostic, or screening marker

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Cell and tumor classification using gene expression data: construction of forests

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Pitfalls in the use of DNA microarray data for diagnostic and prognostic classification

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

When can a risk factor be used as a worthwhile screening test?

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

A genome-wide screen of gene-gene interactions for rheumatoid arthritis susceptibility

1 October 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Gauging the performance of SNPs, biomarkers, and clinical factors for predicting risk of breast cancer

2 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

On dimensionality, sample size, classification error, and complexity of classification algorithm in pattern recognition

2 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Learning in glaucoma genetic risk assessment

22 September 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Logic regression and its extensions.

22 September 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Regularized linear discriminant analysis and its application in microarrays.

22 September 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Optimal number of features as a function of sample size for various classification rules

22 September 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3432206

Identifying Important Risk Factors for Survival in Kidney Graft Failure Patients Using Random Survival Forests

22 September 2018

1 reference

https://api.crossref.org/works/10.1007%2FS00439-012-1194-Y

Strictly Proper Scoring Rules, Prediction, and Estimation

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS00439-012-1194-Y

Probable Inference, the Law of Succession, and Statistical Inference

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS00439-012-1194-Y

A Statistical Approach to Genetic Epidemiology

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS00439-012-1194-Y

Validation in Genetic Association Studies

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS00439-012-1194-Y

Is the reduction of dimensionality to a small number of features always necessary in constructing predictive models for analysis of complex diseases or behaviours?

21 January 2018

1 reference

PubMed

https://pubmed.ncbi.nlm.nih.gov/22752090

inferred from PubMed ID database lookup

12 December 2020

based on heuristic

On Graphically Checking Goodness-of-fit of Binary Logistic Regression Models

1 reference

PubMed

https://pubmed.ncbi.nlm.nih.gov/22752090

inferred from PubMed ID database lookup

12 December 2020

based on heuristic

Identifiers

DOI

10.1007/S00439-012-1194-Y

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json

6 February 2020

PubMed publication ID

22752090

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:22752090%20AND%20SRC:MED&resulttype=core&format=json